A Hierarchical Model of Agent Based on Skill, Rules, and Knowledge

The principal aim of this research is to structure agents according to different situations that have to deal with. To achieve this, we propose a conceptual model with a hierarchical structure defined by the skill-rule-knowledge (S — R — K) levels. At the skill level, the agent deals with routines and her behavior is governed by stored patterns of predefined procedures, that map directly an observation (i.e. perception) to an action. The rule-based level represents more conscious behavior and it deals with familiar situations. This behavior is generally conventionally described by a set of heuristics. Finally, the knowledge-based level accounts for unfamiliar situations for which know-how or rules are not available.

[1]  Christopher K. Riesbeck,et al.  Inside Case-Based Reasoning , 1989 .

[2]  David Chapman,et al.  Pengi: An Implementation of a Theory of Activity , 1987, AAAI.

[3]  W.-R. Zhang,et al.  A cognitive-map-based approach to the coordination of distributed cooperative agents , 1992, IEEE Trans. Syst. Man Cybern..

[4]  Paul R. Cohen,et al.  Trial by Fire: Understanding the Design Requirements for Agents in Complex Environments , 1989, AI Mag..

[5]  Brahim Chaib-draa,et al.  Interaction Between Agents in Routine, Familiar and Unfamiliar Situation , 1996, Int. J. Cooperative Inf. Syst..

[6]  Jörg P. Müller,et al.  An Architecture for Dynamically Interacting Agents , 1994, Int. J. Cooperative Inf. Syst..

[7]  Innes A. Ferguson,et al.  Touring Machines: autonomous agents with attitudes , 1992, Computer.

[8]  Jens Rasmussen,et al.  Information Processing and Human-Machine Interaction: An Approach to Cognitive Engineering , 1986 .

[9]  James S. Albus,et al.  Outline for a theory of intelligence , 1991, IEEE Trans. Syst. Man Cybern..

[10]  Johan de Kleer,et al.  Readings in qualitative reasoning about physical systems , 1990 .

[11]  R. James Firby,et al.  An Investigation into Reactive Planning in Complex Domains , 1987, AAAI.

[12]  Edmund H. Durfee,et al.  Coordination as distributed search in a hierarchical behavior space , 1991, IEEE Trans. Syst. Man Cybern..

[13]  C SchankRoger,et al.  Dynamic Memory: A Theory of Reminding and Learning in Computers and People , 1983 .

[14]  David D. Woods,et al.  Commentary: Cognitive Engineering in Complex and Dynamic Worlds , 1988, Int. J. Man Mach. Stud..

[15]  Allen Newell,et al.  The Knowledge Level , 1989, Artif. Intell..

[16]  Amy L. Lansky,et al.  Reactive Reasoning and Planning , 1987, AAAI.

[17]  Brahim Chaib-draa,et al.  Hierarchical model and communication by signs, signals and symbols in multiagent environments , 1996, J. Exp. Theor. Artif. Intell..

[18]  James Reason,et al.  Cognitive Aids in Process Environments: Prostheses or Tools? , 1987, Int. J. Man Mach. Stud..

[19]  A. P. Sage,et al.  Information systems engineering for distributed decisionmaking , 1987, IEEE Transactions on Systems, Man, and Cybernetics.